1.Comparison of Machine Learning Algorithms for Classification of the Sentences in Three Clinical Practice Guidelines.
Mi Hwa SONG ; Young Ho LEE ; Un Gu KANG
Healthcare Informatics Research 2013;19(1):16-24
OBJECTIVES: Clinical Practice Guidelines (CPGs) are an effective tool for minimizing the gap between a physician's clinical decision and medical evidence and for modeling the systematic and standardized pathway used to provide better medical treatment to patients. METHODS: In this study, sentences within the clinical guidelines are categorized according to a classification system. We used three clinical guidelines that incorporated knowledge from medical experts in the field of family medicine. These were the seventh report of the Joint National Committee (JNC7) on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure from the National Heart, Lung, and Blood Institute; the third report of the National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in Adults from the same institution; and the Standards of Medical Care in Diabetes 2010 report from the American Diabetes Association. Three annotators each tagged 346 sentences hand-chosen from these three clinical guidelines. The three annotators then carried out cross-validations of the tagged corpus. We also used various machine learning-based classifiers for sentence classification. RESULTS: We conducted experiments using real-valued features and token units, as well as a Boolean feature. The results showed that the combination of maximum entropy-based learning and information gain-based feature extraction gave the best classification performance (over 98% f-measure) in four sentence categories. CONCLUSIONS: This result confirmed the contribution of the feature reduction algorithm and optimal technique for very sparse feature spaces, such as the sentence classification problem in the clinical guideline document.
Adult
;
Cholesterol
;
Data Mining
;
Heart
;
Humans
;
Hypertension
;
Information Storage and Retrieval
;
Joints
;
Knowledge Bases
;
Learning
;
Lung
;
Machine Learning
2.Healthcare Decision Support System for Administration of Chronic Diseases.
Ji In WOO ; Jung Gi YANG ; Young Ho LEE ; Un Gu KANG
Healthcare Informatics Research 2014;20(3):173-182
OBJECTIVES: A healthcare decision-making support model and rule management system is proposed based on a personalized rule-based intelligent concept, to effectively manage chronic diseases. METHODS: A Web service was built using a standard message transfer protocol for interoperability of personal health records among healthcare institutions. An intelligent decision service is provided that analyzes data using a service-oriented healthcare rule inference function and machine-learning platform; the rules are extensively compiled by physicians through a developmental user interface that enables knowledge base construction, modification, and integration. Further, screening results are visualized for the self-intuitive understanding of personal health status by patients. RESULTS: A recommendation message is output through the Web service by receiving patient information from the hospital information recording system and object attribute values as input factors. The proposed system can verify patient behavior by acting as an intellectualized backbone of chronic diseases management; further, it supports self-management and scheduling of screening. CONCLUSIONS: Chronic patients can continuously receive active recommendations related to their healthcare through the rule management system, and they can model the system by acting as decision makers in diseases management; secondary diseases can be prevented and health management can be performed by reference to patient-specific lifestyle guidelines.
Chronic Disease*
;
Decision Support Systems, Clinical
;
Delivery of Health Care*
;
Expert Systems
;
Health Records, Personal
;
Humans
;
Knowledge Bases
;
Life Style
;
Mass Screening
;
Self Care
3.A Case of Simultaneously Detecting Anti-D as an Autoimmune Antibody and Anti-E as an Alloimmune Antibody.
Min Gu KANG ; Young Ae LIM ; Kyoung Un PARK
Korean Journal of Blood Transfusion 2009;20(2):138-143
We report here on a case of simultaneously detecting anti-D as an autoimmune antibody and anti-E as an alloimmune antibody without any evidence of autoimmune hemolytic anemia. A 66-year-old female with tuberculous spondylitis was admitted for removing a previously-placed surgical screw in her spine. She had received antituberculosis drugs and six units of AB, RhD positive packed red blood cells during the previous 6 months. The laboratory findings were as followings: the direct antiglobulin test was positive for IgG, the Rh phenotype of the erythrocytes was typed as group CcDe and RhD antigen was confirmed by the molecular method and the serological method to rule out partial-D.
Aged
;
Anemia, Hemolytic, Autoimmune
;
Coombs Test
;
Erythrocytes
;
Female
;
Humans
;
Immunoglobulin G
;
Isoantibodies
;
Phenotype
;
Spine
;
Spondylitis
4.Comorbid Axis-II Disorders in Patients with Obsessive-Compulsive Disorder.
Dong Woo LEE ; Ung Gu KANG ; In Kyoon LYOO ; Do Un JEONG ; Maeng Je CHO ; Jong Inn WOO ; Yong Sik KIM ; Jun Soo KWON
Journal of Korean Neuropsychiatric Association 2001;40(3):434-442
The purpose of this study was to assess the comorbid axis-II disorders of obsessive compulsive disorder(OCD) patients and to investigate the relationship between symptoms of OCD and the comorbid personality traits. The subjects were 59 patients who met DSM-IV criteria for obsessive-compulsive disorder and 32 normal controls. All subjects completed Personality Disorder Questionnaire-IV(PDQ-IV). The patients completed Beck Depression Inventory(BDI) and Beck Anxiety Inventory(BAI), and were rated with Yale-Brown Obsessive Compulsive Scale(YBOCS). The results were as follows. 1) The OCD patients showed significantly higher prevalence of avoidant, depresssive and borderline personality disorder(p<0.01) compared to controls. 2) The BAI score had significant effect on the avoidant personality score(t=3.23, p<0.003). The BDI score had significant effect on the depressive personality score(t=3.08, p=0.004). The YBOCS(t=2.10, p=0.043) and BAI(t=2.60, p=0.014)scores had significant effects on the borderline personality score. We found that OCD patients had higher prevalence of avoidant, depressive, and borderline personality disorders. We also found that obsessive-compulsive symptoms have significant effect on the severity of borderline personalty traits. We suggest that it would be very helpful to consider Axis-II disorders for managing patients with obsessive-compulsive disorder.
Anxiety
;
Borderline Personality Disorder
;
Depression
;
Diagnostic and Statistical Manual of Mental Disorders
;
Humans
;
Obsessive-Compulsive Disorder*
;
Personality Disorders
;
Prevalence
5.A Data Warehouse Based Retrospective Post-marketing Surveillance Method: A Feasibility Test with Fluoxetine.
Man Young PARK ; Young Ho LEE ; Eun Yeob KIM ; Woo Jae KIM ; Hye Jin KAM ; Jong Pill CHOI ; Tae Hwa HAN ; Un Gu KANG ; Rae Woong PARK
Journal of Korean Society of Medical Informatics 2009;15(2):191-199
OBJECTIVE: Post-marketing surveillance (PMS) is an adverse events monitoring practice of pharmaceutical drugs on the market. Traditional PMS methods are labor intensive and expensive to perform, because they are largely based on manual work including phone-calling, mailing, or direct visits to relevant subjects. The objective of this study was to develop and validate a PMS methodology based on the clinical data warehouse (CDW). METHODS: We constructed a archival DB using a hospital information system and a refined CDW from three different hospitals. Fluoxetine hydrochloride, an antidepressant, was selected as the target monitoring drug. Corrected QT prolongation on ECG was selected as the target adverse outcome. The Wilcoxon signed rank test was performed to analyze the difference in the corrected QT interval before and after the target drug administration. RESULTS: A refined CDW was successfully constructed from three different hospitals. Table specifications and an entity-relation diagram were developed and are presented. A total of 13 subjects were selected for monitoring. There was no statistically significant difference in the QT interval before and after target drug administration (p=0.727). CONCLUSION: The PMS method based on CDW was successfully performed on the target drug. This IT-based alternative surveillance method might be beneficial in the PMS environment of the future.
Electrocardiography
;
Fluoxetine
;
Hospital Information Systems
;
Postal Service
;
Retrospective Studies
6.Nonlinear Analysis of Electroencephalogram during the Course of Electroconvulsive Therapy: A Single Case Study.
Ung Gu KANG ; Un Cheol LEE ; Sun Ju CHUNG ; Se Chang YOON ; Maeng Je CHO ; Sang Hoon YI ; Yong Sik KIM
Journal of Korean Neuropsychiatric Association 1999;38(5):1119-1129
OBJECTIVES: In order to search for new parameters for the evaluation of the adequacy of electroconvulsive therapy (ECT) the authors performed a non-linear analysis of electroencepha-logram(EEG)recorded during the course of electroconvulsive therapy(ECT)in a single female patient with depression. METHODS: Digitized EEG recordings from two ECT sessions spaced one week were analyzed at five different stages; pretreatment stable, postanesthetic-preictal, ictal, postictal suppression and posttreatment stable stages. RESULTS: Our analysis showed that 1)EEG signals had low dimensional (below 10 dimensions) deterministic characteristics 2) although EEG was nonstationary signal, non-linear parameters could reliably differentiate between various stages we examined. 3)the deterministic property of ictal EEG increased according to the progression of sessions and 4)the primary Lyapunov exponent(PLE)and correlation dimension of pre- and post-treatment stable stage EEG increased according to the progression of sessions. CONCLUSION: In this single case study, results of various non-linear analyses suggested that non-linear variables extracted from EEG recordings during ECT may have utilities as tools for the quantitative evaluation of ECT.
Depression
;
Electroconvulsive Therapy*
;
Electroencephalography*
;
Evaluation Studies as Topic
;
Female
;
Humans
;
Nonlinear Dynamics
7.A Case of Primary Endobronchial Actinomycosis Presenting as a Complicated Parapneumonic Effusion.
Ji Un LEE ; Mi Hee KIM ; Jin Gu KANG ; Eun Sook NAM ; Yong Bum PARK
Soonchunhyang Medical Science 2013;19(2):110-114
Endobronchial actinomycosis is a rare but important and challenging diagnosis to make. We report a case of 57 year-old man who presented with a fever and a right-sided chest pain diagnosed as an endobronchial actinomycosis. Chest computed tomography showed a segmental obstruction and consolidations in right middle lobe combined with an ipsilateral multiloculated pleural effusion. Bronchoscopic biopsy of a mass obstructing the medial segmental bronchus of right middle lobe revealed actinomycosis. This is the first reported case of primary endobronchial actinomycosis that presented with a chest pain and a complicated parapneumonic effusion. Primary endobronchial actinomycosis can be a cause of complicated parapneumonic effusion.
Actinomycosis*
;
Biopsy
;
Bronchi
;
Bronchial Diseases
;
Chest Pain
;
Diagnosis
;
Fever
;
Humans
;
Middle Aged
;
Pleural Effusion
;
Thorax
8.Bronchogenic cyst masquerading as malignant pericardial effusion with tamponade.
Kang Un CHOI ; Byung Jun KIM ; Hong Ju KIM ; Jang Won SON ; Jong Seon PARK ; Dong Gu SHIN ; Young Jo KIM
Yeungnam University Journal of Medicine 2017;34(1):91-95
We report on a rare case involving a 23-year-old female patient with mediastinal cystic mass complicated with acute pericarditis and cardiac tamponade. Pericardial fluid demonstrated lymphocyte-predominant exudate and the level of carcinoembryonic antigen (CEA) was unexpectedly elevated. Successive aspiration of mediastinal cystic mass revealed a very high level of CEA (>100,000 U/mL) and carbohydrate antigen 19-9 (>15,000 ng/mL). This patient was clinically diagnosed as an infected bronchogenic cyst complicated with pericarditis and cardiac tamponade. The treatment resulted in alleviation of her symptoms.
Bronchogenic Cyst*
;
Carcinoembryonic Antigen
;
Cardiac Tamponade
;
Exudates and Transudates
;
Female
;
Humans
;
Mediastinal Cyst
;
Pericardial Effusion*
;
Pericardial Fluid
;
Pericarditis
;
Young Adult
9.Phytochemical Constituents of Phyllanthus urinaria
Joon Min CHA ; Jong Eel PARK ; Sang Un CHOI ; Kang Ro LEE
Natural Product Sciences 2020;26(2):151-157
Extensive column chromatography separation of the MeOH extract from the aerial parts of Phyllanthus urinaria afforded seventeen compounds (1 - 17). The structures of the compounds were elucidated by physicochemical and spectroscopic methods to be 5′-β-D-glucopyranosyloxyjasmonic butyl ester (1), (+)-cucurbic acid (2), dendranthemoside B (3), boscialin 4′-O-β-D-glucoside (4), 4,5-dihydroblumenol A (5), (6R,9R)-megastigman-4-ene-9,13-diol (6), (3S,5R,6S,9R)-3,6-dihydroxy-5,6-dihydro-β-ionol (7), (6S,9R)-roseoside (8), mallophenol B (9), icariside B 5 (10), corchoinoside B (11), canangaionoside (12), 5,6-epoxy-3-hydroxy-7-megastigmen-9-one (13), icariside B 2 (14), (7E)-2β,3β-dihydroxy-megastigm-7-en-9-one (15), betulalbuside A (16), and loliolide (17). The compounds 1, and 3 - 16 were isolated for the first time from this plant. The absolute stereochemistry of compound 1 was newly determined. The isolated compounds were tested for cytotoxic activity against four human tumor cell lines in vitro using a Sulforhodamin B bioassay, but all the compounds showed weak cytotoxic activities.
10.Bronchogenic cyst masquerading as malignant pericardial effusion with tamponade
Kang Un CHOI ; Byung Jun KIM ; Hong Ju KIM ; Jang Won SON ; Jong Seon PARK ; Dong Gu SHIN ; Young Jo KIM
Yeungnam University Journal of Medicine 2017;34(1):91-95
We report on a rare case involving a 23-year-old female patient with mediastinal cystic mass complicated with acute pericarditis and cardiac tamponade. Pericardial fluid demonstrated lymphocyte-predominant exudate and the level of carcinoembryonic antigen (CEA) was unexpectedly elevated. Successive aspiration of mediastinal cystic mass revealed a very high level of CEA (>100,000 U/mL) and carbohydrate antigen 19-9 (>15,000 ng/mL). This patient was clinically diagnosed as an infected bronchogenic cyst complicated with pericarditis and cardiac tamponade. The treatment resulted in alleviation of her symptoms.
Bronchogenic Cyst
;
Carcinoembryonic Antigen
;
Cardiac Tamponade
;
Exudates and Transudates
;
Female
;
Humans
;
Mediastinal Cyst
;
Pericardial Effusion
;
Pericardial Fluid
;
Pericarditis
;
Young Adult